Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "42"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 42 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 51 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 49 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 42, Node N04:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.053019 1.405089 -0.183925 1.825882 0.255206 -0.233747 0.629655 0.585188 0.7236 0.7012 0.3885 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.261525 1.974646 6.054942 7.584273 -0.883473 -0.463252 0.160774 0.606782 0.7419 0.7220 0.3547 nan nan
2459864 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.324066 1.365867 -1.291831 0.025836 -0.487202 -0.743498 -0.358277 -0.440310 0.7213 0.6947 0.4058 nan nan
2459863 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.107787 3.705062 -1.379885 -0.333475 -0.320507 -0.513766 0.042497 -0.686117 0.6994 0.7027 0.4091 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.271591 2.138785 -0.217287 0.591581 0.049173 -0.019818 0.052769 -0.598730 0.7288 0.6872 0.4077 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.176887 1.866186 -0.720241 -0.404236 -1.042392 -0.059821 0.214291 -0.800620 0.7356 0.6836 0.4079 nan nan
2459859 digital_ok 100.00% 100.00% 100.00% 0.00% - - 192.631169 193.111253 inf inf 3120.940844 3120.904326 5590.618141 5578.973442 nan nan nan nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.058323 2.288173 -0.339996 0.517711 -0.136542 0.311442 0.218912 -0.468333 0.7477 0.6923 0.4183 1.804963 1.582007
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.343843 0.942210 0.296749 0.332088 1.621338 0.205920 -0.098604 0.890919 0.0364 0.0419 0.0080 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.00% -0.066340 3.270315 -0.230002 -0.475790 -0.459867 -0.464665 0.185056 -0.964444 0.7408 0.7044 0.4050 1.835258 1.515874
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.187997 4.525428 -0.736248 -0.655686 0.106807 -0.827968 -0.283890 -0.919537 0.7258 0.7188 0.4376 3.559543 2.697667
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.278374 4.557133 0.379240 -0.673260 -0.469197 -0.645812 0.362328 -0.431567 0.7423 0.7453 0.4424 3.555287 2.682393
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.027486 2.585584 0.889812 -0.714043 -0.886527 -0.761142 0.351409 -0.766632 0.7628 0.6951 0.4264 1.797738 1.565882
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 1.08% -1.145031 0.519121 0.751773 -0.914073 -0.559752 -0.971190 -0.405213 -1.047078 0.8505 0.8444 0.2341 3.339932 3.088514
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% -0.442875 1.105157 1.262491 -0.741259 -1.209218 -0.787821 -0.065839 -0.408442 0.7843 0.7574 0.3325 1.741809 1.579764
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.58% -0.266070 1.888864 0.873495 -0.709893 -1.091268 -0.940735 -0.537863 -1.349396 0.7654 0.7597 0.3492 1.816754 1.563282
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% -0.108400 2.194029 3.894761 -0.422884 -0.521941 -0.847880 -0.188107 -1.216085 0.7649 0.7525 0.3564 1.428733 1.372223
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 9.05% -0.105224 2.895065 2.852055 0.596659 -0.579146 -0.547142 -0.428143 -1.068067 0.7462 0.7523 0.3762 1.398944 1.345444
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.53% -0.003775 2.734448 2.326079 0.662841 0.681680 -0.004588 0.137745 -0.795644 0.7472 0.6878 0.4321 1.574099 1.444072
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% -1.303603 0.810121 1.960520 0.484628 -0.879827 -0.702632 -0.696223 -0.597901 0.8618 0.6956 0.4741 1.666949 1.419789
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.271444 3.394798 4.277667 0.627580 -0.216240 -0.555999 0.009207 -1.303006 0.7615 0.7600 0.3691 3.137707 2.982014
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.916293 1.557649 0.304466 2.279350 1.780745 0.435954 0.262541 1.450229 0.0386 0.0584 0.0208 nan nan
2459843 digital_ok 0.00% 0.66% 0.66% 0.00% 15.22% 10.33% 0.024789 3.678843 1.132447 0.108275 -0.032715 -0.143365 -1.082316 -1.096265 0.7677 0.7569 0.3835 1.904659 1.762678
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 69.309013 62.151226 70.930823 64.345566 64.413016 66.596606 673.608928 560.515782 0.0170 0.0166 0.0003 1.149828 1.156560
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.657557 0.823885 -0.361601 0.712162 1.392609 -0.024759 -0.397511 0.773309 0.0380 0.0657 0.0057 nan nan
2459832 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.647750 1.618223 0.616022 0.496619 -0.649778 -0.917434 0.017720 -0.005353 0.0940 0.0956 0.0224 1.198877 1.201108
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.908284 2.342708 1.676880 3.394467 6.589157 9.776003 0.571298 1.742219 0.0306 0.0339 0.0022 nan nan
2459830 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.534788 1.138584 1.452228 1.045984 -0.994306 -0.262930 -0.376689 -0.495111 0.0948 0.0939 0.0276 1.268357 1.264252
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.078622 4.414393 1.421906 0.913535 -0.806385 0.211464 0.977025 0.269644 0.0887 0.1005 0.0172 44.532430 29.535897
2459828 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.517864 0.853057 1.507593 1.129695 -0.151897 -0.278920 -0.435354 -0.473184 0.0926 0.0878 0.0214 1.228978 1.212900
2459827 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.044125 3.501847 2.498898 1.044535 -0.758104 -0.370292 -0.471635 -0.587906 0.0903 0.1026 0.0178 1.253100 1.247706
2459826 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.589425 0.475602 2.232004 1.063372 -0.590714 -1.055549 -0.814664 -0.669702 0.0884 0.0947 0.0259 1.238421 1.229531
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.701466 0.398313 0.912295 0.969199 -0.894522 -0.744771 -0.880764 -0.875731 0.0989 0.0968 0.0227 1.170320 1.163606
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.366805 3.904774 0.868805 0.372363 -1.032085 0.507261 -0.346585 -0.796806 0.0913 0.1159 0.0163 1.191546 1.190896
2459823 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.953798 0.011050 2.093095 1.082141 -0.218083 1.439711 -1.429974 -0.034195 0.0924 0.1085 0.0235 1.207239 1.222951
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.800563 0.302593 2.205488 1.317262 0.113018 -0.463016 -0.194571 -0.900240 0.1105 0.1072 0.0249 1.191274 1.192155
2459821 digital_ok 0.00% 11.29% 11.29% 0.00% 13.16% 5.26% -0.357206 0.773526 2.178970 0.905260 -0.831677 -0.731175 -1.246652 -1.496491 0.7306 0.5893 0.4442 2.325164 1.957930
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 2.67% -0.142509 2.732657 2.319937 1.004789 -0.355026 -0.305844 -0.528322 -0.630203 0.7891 0.6911 0.4210 1.730691 1.618926
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 13.16% -0.537521 0.439101 1.627145 0.936003 -0.000503 -1.426657 -0.639415 -0.672627 0.8303 0.6967 0.4960 2.097621 1.919494
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 9.30% -0.038439 0.753746 1.615341 1.213165 0.170600 0.197159 -0.834886 -0.582170 0.8507 0.6066 0.5844 1.803835 1.540317
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 23.68% -0.831144 0.248914 1.417907 1.036181 -0.153947 -0.395628 -1.079795 -0.011804 0.8214 0.6992 0.5073 2.480222 2.153053
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% -0.636099 2.600524 1.476458 0.315808 -0.053641 -0.345669 -0.423932 -0.075846 0.7946 0.7013 0.4328 1.933833 1.571006

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 42: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.825882 1.405089 -0.053019 1.825882 -0.183925 -0.233747 0.255206 0.585188 0.629655

Antenna 42: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 7.584273 -0.261525 1.974646 6.054942 7.584273 -0.883473 -0.463252 0.160774 0.606782

Antenna 42: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.365867 1.365867 -0.324066 0.025836 -1.291831 -0.743498 -0.487202 -0.440310 -0.358277

Antenna 42: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.705062 -0.107787 3.705062 -1.379885 -0.333475 -0.320507 -0.513766 0.042497 -0.686117

Antenna 42: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.138785 2.138785 -0.271591 0.591581 -0.217287 -0.019818 0.049173 -0.598730 0.052769

Antenna 42: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.866186 -0.176887 1.866186 -0.720241 -0.404236 -1.042392 -0.059821 0.214291 -0.800620

Antenna 42: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power inf 192.631169 193.111253 inf inf 3120.940844 3120.904326 5590.618141 5578.973442

Antenna 42: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.288173 2.288173 -0.058323 0.517711 -0.339996 0.311442 -0.136542 -0.468333 0.218912

Antenna 42: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.621338 0.942210 1.343843 0.332088 0.296749 0.205920 1.621338 0.890919 -0.098604

Antenna 42: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.270315 -0.066340 3.270315 -0.230002 -0.475790 -0.459867 -0.464665 0.185056 -0.964444

Antenna 42: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 4.525428 4.525428 -0.187997 -0.655686 -0.736248 -0.827968 0.106807 -0.919537 -0.283890

Antenna 42: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 4.557133 4.557133 -0.278374 -0.673260 0.379240 -0.645812 -0.469197 -0.431567 0.362328

Antenna 42: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.585584 2.585584 0.027486 -0.714043 0.889812 -0.761142 -0.886527 -0.766632 0.351409

Antenna 42: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 0.751773 -1.145031 0.519121 0.751773 -0.914073 -0.559752 -0.971190 -0.405213 -1.047078

Antenna 42: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.262491 -0.442875 1.105157 1.262491 -0.741259 -1.209218 -0.787821 -0.065839 -0.408442

Antenna 42: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.888864 -0.266070 1.888864 0.873495 -0.709893 -1.091268 -0.940735 -0.537863 -1.349396

Antenna 42: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 3.894761 -0.108400 2.194029 3.894761 -0.422884 -0.521941 -0.847880 -0.188107 -1.216085

Antenna 42: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.895065 2.895065 -0.105224 0.596659 2.852055 -0.547142 -0.579146 -1.068067 -0.428143

Antenna 42: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.734448 2.734448 -0.003775 0.662841 2.326079 -0.004588 0.681680 -0.795644 0.137745

Antenna 42: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.960520 -1.303603 0.810121 1.960520 0.484628 -0.879827 -0.702632 -0.696223 -0.597901

Antenna 42: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 4.277667 3.394798 0.271444 0.627580 4.277667 -0.555999 -0.216240 -1.303006 0.009207

Antenna 42: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 5.916293 5.916293 1.557649 0.304466 2.279350 1.780745 0.435954 0.262541 1.450229

Antenna 42: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.678843 3.678843 0.024789 0.108275 1.132447 -0.143365 -0.032715 -1.096265 -1.082316

Antenna 42: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Discontinuties 673.608928 62.151226 69.309013 64.345566 70.930823 66.596606 64.413016 560.515782 673.608928

Antenna 42: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 1.657557 0.823885 1.657557 0.712162 -0.361601 -0.024759 1.392609 0.773309 -0.397511

Antenna 42: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.618223 -0.647750 1.618223 0.616022 0.496619 -0.649778 -0.917434 0.017720 -0.005353

Antenna 42: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 9.776003 0.908284 2.342708 1.676880 3.394467 6.589157 9.776003 0.571298 1.742219

Antenna 42: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.452228 -0.534788 1.138584 1.452228 1.045984 -0.994306 -0.262930 -0.376689 -0.495111

Antenna 42: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 4.414393 4.414393 -0.078622 0.913535 1.421906 0.211464 -0.806385 0.269644 0.977025

Antenna 42: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.507593 0.853057 -0.517864 1.129695 1.507593 -0.278920 -0.151897 -0.473184 -0.435354

Antenna 42: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.501847 0.044125 3.501847 2.498898 1.044535 -0.758104 -0.370292 -0.471635 -0.587906

Antenna 42: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 2.232004 0.475602 -0.589425 1.063372 2.232004 -1.055549 -0.590714 -0.669702 -0.814664

Antenna 42: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 0.969199 0.398313 -0.701466 0.969199 0.912295 -0.744771 -0.894522 -0.875731 -0.880764

Antenna 42: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.904774 0.366805 3.904774 0.868805 0.372363 -1.032085 0.507261 -0.346585 -0.796806

Antenna 42: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 2.093095 0.011050 -0.953798 1.082141 2.093095 1.439711 -0.218083 -0.034195 -1.429974

Antenna 42: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 2.205488 -0.800563 0.302593 2.205488 1.317262 0.113018 -0.463016 -0.194571 -0.900240

Antenna 42: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 2.178970 0.773526 -0.357206 0.905260 2.178970 -0.731175 -0.831677 -1.496491 -1.246652

Antenna 42: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.732657 -0.142509 2.732657 2.319937 1.004789 -0.355026 -0.305844 -0.528322 -0.630203

Antenna 42: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.627145 -0.537521 0.439101 1.627145 0.936003 -0.000503 -1.426657 -0.639415 -0.672627

Antenna 42: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.615341 0.753746 -0.038439 1.213165 1.615341 0.197159 0.170600 -0.582170 -0.834886

Antenna 42: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.417907 0.248914 -0.831144 1.036181 1.417907 -0.395628 -0.153947 -0.011804 -1.079795

Antenna 42: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 42: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.600524 2.600524 -0.636099 0.315808 1.476458 -0.345669 -0.053641 -0.075846 -0.423932
In [ ]: